{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 调用阿里云的Embedding模型\n",
    "\n",
    "文档：https://help.aliyun.com/zh/model-studio/user-guide/embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "        -0.024564722552895546,\n",
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      "        -0.048275694251060486,\n",
      "        0.01392195001244545,\n",
      "        -0.10097537189722061,\n",
      "        -0.00089983333600685,\n",
      "        -0.015105558559298515,\n",
      "        -0.009696856141090393,\n",
      "        -0.05165189132094383,\n",
      "        -0.002735881367698312,\n",
      "        -0.013097304850816727,\n",
      "        0.0038297490682452917,\n",
      "        -0.02863943949341774,\n",
      "        -0.0034901893232017756,\n",
      "        0.015445117838680744,\n",
      "        0.02990066260099411,\n",
      "        0.00040504627395421267,\n",
      "        -0.006868808995932341,\n",
      "        -0.020703444257378578,\n",
      "        0.019442221149802208,\n",
      "        -0.010603966191411018,\n",
      "        0.001854238798841834,\n",
      "        -0.032384298741817474,\n",
      "        -0.00040262084803543985,\n",
      "        -0.00521466787904501,\n",
      "        -0.007290833164006472\n",
      "      ],\n",
      "      \"index\": 0,\n",
      "      \"object\": \"embedding\"\n",
      "    }\n",
      "  ],\n",
      "  \"model\": \"text-embedding-v3\",\n",
      "  \"object\": \"list\",\n",
      "  \"usage\": {\n",
      "    \"prompt_tokens\": 26,\n",
      "    \"total_tokens\": 26\n",
      "  },\n",
      "  \"id\": \"a4ec3f6a-ae51-99d1-b6c7-a3104103b6c6\"\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from openai import OpenAI\n",
    "\n",
    "\n",
    "client = OpenAI(\n",
    "    api_key=\"sk-0e687ddcf0164a6fb66c1096447223c4\",  # 阿里百炼大模型API获取：https://bailian.console.aliyun.com/?apiKey=1#/api-key\n",
    "    base_url=\"https://dashscope.aliyuncs.com/compatible-mode/v1\" # 使用文档：https://help.aliyun.com/zh/model-studio/user-guide/embedding\n",
    ")\n",
    "\n",
    "completion = client.embeddings.create(\n",
    "    model=\"text-embedding-v3\",\n",
    "    input='衣服的质量杠杠的，很漂亮，不枉我等了这么久啊，喜欢，以后还来这里买',\n",
    "    dimensions=1024, # 指定向量维度（仅 text-embedding-v3 支持该参数）\n",
    "    encoding_format=\"float\"\n",
    ")\n",
    "\n",
    "print(completion.model_dump_json(indent=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 输入字符串\n",
    "\n",
    "只需要修改input为list[]即可"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "  \"data\": [\n",
      "    {\n",
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      "      ],\n",
      "      \"index\": 3,\n",
      "      \"object\": \"embedding\"\n",
      "    }\n",
      "  ],\n",
      "  \"model\": \"text-embedding-v3\",\n",
      "  \"object\": \"list\",\n",
      "  \"usage\": {\n",
      "    \"prompt_tokens\": 27,\n",
      "    \"total_tokens\": 27\n",
      "  },\n",
      "  \"id\": \"91fc6089-1d2e-999d-ab5b-67b619835fec\"\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from openai import OpenAI\n",
    "\n",
    "\n",
    "client = OpenAI(\n",
    "    api_key=\"sk-0e687ddcf0164a6fb66c1096447223c4\",  # 阿里百炼大模型API获取：https://bailian.console.aliyun.com/?apiKey=1#/api-key\n",
    "    base_url=\"https://dashscope.aliyuncs.com/compatible-mode/v1\" # 使用文档：https://help.aliyun.com/zh/model-studio/user-guide/embedding\n",
    ")\n",
    "\n",
    "completion = client.embeddings.create(\n",
    "    model=\"text-embedding-v3\",\n",
    "    input=['风急天高猿啸哀', '渚清沙白鸟飞回', '无边落木萧萧下', '不尽长江滚滚来'],\n",
    "    dimensions=1024, # 指定向量维度（仅 text-embedding-v3 支持该参数）\n",
    "    encoding_format=\"float\"\n",
    ")\n",
    "\n",
    "print(completion.model_dump_json(indent=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 处理文件\n",
    "参见文档：https://help.aliyun.com/zh/model-studio/user-guide/embedding#77656feaf4hau\n",
    "\n",
    "### 异步处理\n",
    "参见文档：https://help.aliyun.com/zh/model-studio/user-guide/embedding#77656feaf4hau"
   ]
  }
 ],
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